"irregular time series" Papers

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Contimask: Explaining Irregular Time Series via Perturbations in Continuous Time

Max Moebus, Björn Braun, Christian Holz

NEURIPS 2025

DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis

YongKyung Oh, Dong-Young Lim, Sungil Kim

AAAI 2025paperarXiv:2401.04979
4
citations

Stabilized Neural Prediction of Potential Outcomes in Continuous Time

Konstantin Hess, Stefan Feuerriegel

ICLR 2025arXiv:2410.03514
6
citations

Time After Time: Deep-Q Effect Estimation for Interventions on When and What to do

Yoav Wald, Mark Goldstein, Yonathan Efroni et al.

ICLR 2025arXiv:2503.15890

Time-IMM: A Dataset and Benchmark for Irregular Multimodal Multivariate Time Series

Ching Chang, Jeehyun Hwang, Yidan Shi et al.

NEURIPS 2025arXiv:2506.10412
6
citations

Dynamic Survival Analysis with Controlled Latent States

Linus Bleistein, Van NGUYEN, Adeline Fermanian et al.

ICML 2024arXiv:2401.17077
6
citations

Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data

YongKyung Oh, Dongyoung Lim, Sungil Kim

ICLR 2024spotlightarXiv:2402.14989
40
citations